Physics-based equivalent circuit models for nanoporous electrodes

基于物理的纳米多孔电极等效电路模型

• 批准号: FT220100149
• 负责人: Prof Zhe Liu
• 金额: $ 73.97万
• 依托单位: The University of Melbourne
• 依托单位国家: 澳大利亚
• 项目类别: ARC Future Fellowships
• 财政年份: 2023
• 资助国家: 澳大利亚
• 起止时间: 2023-06-28 至 2027-06-28
• 项目状态: 未结题
• 来源: https://dataportal.arc.gov.au/RGS/Web/Grants/FT220100149
• 关键词: Physics; based; equivalent; circuit; models

This project aims to develop new physics-based equivalent circuit models for ion/electron coupled dynamics in electrified porous nanomaterials via fusing latest simulation advances with machine learning approach. This project expects to meet the challenge of high-efficient and accurate dynamic models for accelerated design, accurate diagnosis, and optimal operation of electrochemical energy storage and conversion technologies. The outcome will be a paradigm shift of how equivalent circuit models are developed and used, informed by new scientific knowledge and data. The proliferation of the new models will allow design and operation of more efficient and durable technologies in energy industry, benefitting Australian economy and environment.

该项目旨在通过将最新的模拟进展与机器学习方法相结合，为带电多孔纳米材料中的离子/电子耦合动力学开发新的基于物理学的等效电路模型。该项目旨在应对高效准确的动态模型的挑战，以加速电化学储能和转换技术的设计，准确诊断和优化运行。其结果将是如何开发和使用等效电路模型的范式转变，由新的科学知识和数据提供信息。新车型的普及将使能源行业更高效、更耐用的技术得以设计和运行，从而造福澳大利亚的经济和环境。